 ;; <=
 
 ;; @@
-(def initial-zeitgeist (random-initial-zeitgeist 100 poly_length power power_sum term_length))
+(def initial-zeitgeist (random-initial-zeitgeist 10 poly_length power power_sum term_length))
 ;; @@
 ;; =>
 ;;; {"type":"html","content":"<span class='clj-var'>#&#x27;goliath/initial-zeitgeist</span>","value":"#'goliath/initial-zeitgeist"}
 ;; <=
 
 ;; @@
-initial-zeitgeist
-;; @@
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[0 8] [1 2]]} {:score 100, :genotype [[1 1] [6 4]]} {:score 100, :genotype [[3 2] [1 3] [8 2] [2 7] [7 1]]} {:score 100, :genotype [[3 4] [8 2] [2 6] [1 6] [5 3] [6 1] [2 1] [4 3]]} {:score 100, :genotype [[2 2]]} {:score 100, :genotype [[0 3] [0 1] [1 4] [3 5] [1 0] [2 8]]} {:score 100, :genotype [[4 6]]} {:score 100, :genotype [[1 6] [0 5] [2 6] [6 3] [1 2] [7 0] [4 4] [2 5]]} {:score 100, :genotype [[3 2]]} {:score 100, :genotype [[1 7] [0 1] [6 2] [0 8]]} {:score 100, :genotype [[1 7] [4 6] [7 1] [5 3] [3 6] [6 3] [0 4]]} {:score 100, :genotype [[6 1]]} {:score 100, :genotype [[2 1] [2 2] [0 3] [6 3] [1 4]]} {:score 100, :genotype [[7 0] [3 4] [6 2]]} {:score 100, :genotype [[1 0] [0 2] [0 3]]} {:score 100, :genotype [[0 2] [5 3] [0 7] [4 4] [0 1] [2 3] [2 2] [1 5] [8 0]]} {:score 100, :genotype [[1 2] [4 4]]} {:score 100, :genotype [[2 0] [1 0] [3 5] [2 4] [5 4] [5 3] [2 7]]} {:score 100, :genotype [[0 5] [0 4] [7 1] [1 5] [2 2] [4 6] [6 0] [2 4]]} {:score 100, :genotype [[2 5] [1 6] [6 1] [0 1] [2 6] [2 4] [7 0] [1 1] [3 1]]} {:score 100, :genotype [[4 6] [0 2] [1 4]]} {:score 100, :genotype [[0 8] [1 2] [0 4] [7 2]]} {:score 100, :genotype [[4 2] [3 0] [2 3] [7 2] [3 5] [8 1] [4 0] [4 5]]} {:score 100, :genotype [[3 0] [0 7] [1 6]]} {:score 100, :genotype [[2 7]]} {:score 100, :genotype [[6 3] [4 6] [1 5] [0 5] [2 8] [2 4]]} {:score 100, :genotype [[3 6] [1 3] [2 1]]} {:score 100, :genotype [[2 1] [2 3] [1 5]]} {:score 100, :genotype [[5 4] [4 3] [2 0] [1 4]]} {:score 100, :genotype [[2 0] [1 0] [3 4] [5 2]]} {:score 100, :genotype [[7 2]]} {:score 100, :genotype [[7 0] [5 5]]} {:score 100, :genotype [[2 5] [2 7] [2 3] [5 0] [2 2] [0 1] [6 4]]} {:score 100, :genotype [[0 2] [1 2] [8 0] [3 5] [0 1] [4 6] [3 3] [6 0] [2 8]]} {:score 100, :genotype [[2 5] [5 5]]} {:score 100, :genotype [[6 2] [3 3] [4 3] [8 2] [6 3] [1 4] [2 0] [2 7]]} {:score 100, :genotype [[6 2] [0 4] [1 6] [6 3] [0 5] [7 1] [1 8]]} {:score 100, :genotype [[5 1] [8 0] [3 5] [5 2] [1 0]]} {:score 100, :genotype [[7 2] [0 7] [0 8] [5 5] [4 2] [2 6] [1 6] [1 5] [0 3]]} {:score 100, :genotype [[8 1] [1 7] [3 2] [0 6] [0 7] [1 4] [3 7] [7 0] [3 3]]} {:score 100, :genotype [[4 0] [4 3] [1 1] [1 3]]} {:score 100, :genotype [[2 1] [6 1] [4 1] [0 2] [1 4] [3 3] [2 8]]} {:score 100, :genotype [[0 6] [4 6] [0 5] [3 7] [6 4] [1 5] [3 6] [2 1]]} {:score 100, :genotype [[2 8] [8 1] [2 2] [1 1] [2 0]]} {:score 100, :genotype [[1 8] [3 6] [2 1] [6 1]]} {:score 100, :genotype [[0 6] [3 0] [0 7] [0 1] [3 2] [1 3] [7 2] [0 2]]} {:score 100, :genotype [[0 3] [6 1] [6 3] [2 7]]} {:score 100, :genotype [[5 5] [0 5] [4 0] [3 7]]} {:score 100, :genotype [[2 0] [1 7] [4 3] [0 4] [1 0] [3 4] [2 6]]} {:score 100, :genotype [[3 4] [4 1] [1 7]]} {:score 100, :genotype [[6 1] [3 3] [0 7] [2 7]]} {:score 100, :genotype [[3 2] [2 5] [0 8] [3 5]]} {:score 100, :genotype [[2 2] [6 2] [3 3] [3 5] [3 2]]} {:score 100, :genotype [[7 3] [0 8] [2 0] [1 5] [3 0] [8 2]]} {:score 100, :genotype [[2 7] [8 0] [6 3] [6 1] [4 6]]} {:score 100, :genotype [[0 4] [3 2] [3 7] [1 2] [6 1] [1 4] [2 7] [2 3] [4 4]]} {:score 100, :genotype [[7 3] [1 7]]} {:score 100, :genotype [[4 6] [6 2] [1 8] [0 7] [6 3] [2 6] [7 3]]} {:score 100, :genotype [[8 2] [4 4] [5 2] [1 5] [5 3]]} {:score 100, :genotype [[1 2] [6 3] [2 3]]} {:score 100, :genotype [[4 6] [3 3] [1 1] [3 6]]} {:score 100, :genotype [[3 7] [4 6] [7 1]]} {:score 100, :genotype [[7 1]]} {:score 100, :genotype [[5 3] [0 7]]} {:score 100, :genotype [[5 4] [6 4] [5 3] [0 2] [2 6] [3 2] [1 7] [4 5] [2 7]]}), :age 0}"}
-;; <=
-
-;; @@
-(def generation-config			     ; creates 
-  (let [size-limit 120                   ; let used to spell out params ect.
+(def generation-config			      
+  (let [size-limit 120                   
         min-size 20
         ea-config (spea2/spea2-config
                     {:goals [:score]
                      :archive-size 50
                      :binary-ops [{:op cross-over :repeat 22}]
                      :unary-ops [{:op mutate :repeat 6}]})
-        score-functions {:complexity (fn [ind] (count (:genotype ind)))
-                         :error (fn [ind] (score ind))}]
+        score-functions {:complexity count
+                         :error score }]
     {:ea-config              ea-config
      :score-functions        score-functions
      :reporting-function     (fn [z] (print ".") (flush))}))


;; @@
(create-individual poly_length power power_sum term_length)
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-map'>{</span>","close":"<span class='clj-map'>}</span>","separator":", ","items":[{"type":"list-like","open":"","close":"","separator":" ","items":[{"type":"html","content":"<span class='clj-keyword'>:score</span>","value":":score"},{"type":"html","content":"<span class='clj-long'>100</span>","value":"100"}],"value":"[:score 100]"},{"type":"list-like","open":"","close":"","separator":" ","items":[{"type":"html","content":"<span class='clj-keyword'>:genotype</span>","value":":genotype"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>0</span>","value":"0"},{"type":"html","content":"<span class='clj-unkown'>7</span>","value":"7"}],"value":"[0 7]"}],"value":"[[0 7]]"}],"value":"[:genotype [[0 7]]]"}],"value":"{:score 100, :genotype [[0 7]]}"}
;; <=

;; **

;;; {"type":"html","content":"<span class='clj-var'>#&#x27;goliath/mutate</span>","value":"#'goliath/mutate"}
;; <=

;; @@
(def x' (:genotype (create-individual poly_length power power_sum term_length)))
x'
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>2</span>","value":"2"},{"type":"html","content":"<span class='clj-unkown'>7</span>","value":"7"}],"value":"[2 7]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>6</span>","value":"6"},{"type":"html","content":"<span class='clj-unkown'>4</span>","value":"4"}],"value":"[6 4]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>8</span>","value":"8"},{"type":"html","content":"<span class='clj-unkown'>0</span>","value":"0"}],"value":"[8 0]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"}],"value":"[1 1]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-unkown'>8</span>","value":"8"}],"value":"[1 8]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>5</span>","value":"5"},{"type":"html","content":"<span class='clj-unkown'>0</span>","value":"0"}],"value":"[5 0]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>2</span>","value":"2"},{"type":"html","content":"<span class='clj-unkown'>6</span>","value":"6"}],"value":"[2 6]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>3</span>","value":"3"},{"type":"html","content":"<span class='clj-unkown'>5</span>","value":"5"}],"value":"[3 5]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>4</span>","value":"4"},{"type":"html","content":"<span class='clj-unkown'>4</span>","value":"4"}],"value":"[4 4]"}],"value":"[[2 7] [6 4] [8 0] [1 1] [1 8] [5 0] [2 6] [3 5] [4 4]]"}
;; <=

;; @@
(mutate x')
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-unkown'>0</span>","value":"0"}],"value":"[1 0]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"}],"value":"[1 1]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>8</span>","value":"8"},{"type":"html","content":"<span class='clj-unkown'>0</span>","value":"0"}],"value":"[8 0]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>1</span>","value":"1"},{"type":"html","content":"<span class='clj-unkown'>8</span>","value":"8"}],"value":"[1 8]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>6</span>","value":"6"},{"type":"html","content":"<span class='clj-unkown'>4</span>","value":"4"}],"value":"[6 4]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>2</span>","value":"2"},{"type":"html","content":"<span class='clj-unkown'>7</span>","value":"7"}],"value":"[2 7]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>4</span>","value":"4"},{"type":"html","content":"<span class='clj-unkown'>4</span>","value":"4"}],"value":"[4 4]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>2</span>","value":"2"},{"type":"html","content":"<span class='clj-unkown'>6</span>","value":"6"}],"value":"[2 6]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>5</span>","value":"5"},{"type":"html","content":"<span class='clj-unkown'>0</span>","value":"0"}],"value":"[5 0]"},{"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>3</span>","value":"3"},{"type":"html","content":"<span class='clj-unkown'>5</span>","value":"5"}],"value":"[3 5]"}],"value":"[[1 0] [1 1] [8 0] [1 8] [6 4] [2 7] [4 4] [2 6] [5 0] [3 5]]"}
;; <=

;; **
;;; g##Initial Zeitgiest / Config
;; **

;; @@
